Dataset Card for "relbert/semeval2012_relational_similarity_v4"

Dataset Summary

IMPORTANT: This is the same dataset as relbert/semeval2012_relational_similarity, but with a different dataset construction.

Relational similarity dataset from SemEval2012 task 2, compiled to fine-tune RelBERT model. The dataset contains a list of positive and negative word pair from 89 pre-defined relations. The relation types are constructed on top of following 10 parent relation types.

{
    1: "Class Inclusion",  # Hypernym
    2: "Part-Whole",  # Meronym, Substance Meronym
    3: "Similar",  # Synonym, Co-hypornym
    4: "Contrast",  # Antonym
    5: "Attribute",  # Attribute, Event
    6: "Non Attribute",
    7: "Case Relation",
    8: "Cause-Purpose",
    9: "Space-Time",
    10: "Representation"
}

Each of the parent relation is further grouped into child relation types where the definition can be found here.

Dataset Structure

Data Instances

An example of train looks as follows.

{
  'relation_type': '8d',
  'positives': [ [ "breathe", "live" ], [ "study", "learn" ], [ "speak", "communicate" ], ... ]
  'negatives': [ [ "starving", "hungry" ], [ "clean", "bathe" ], [ "hungry", "starving" ], ... ] 
}

Data Splits

name	train	validation
semeval2012_relational_similarity	89	89

Number of Positive/Negative Word-pairs in each Split

	positives	negatives
('1', 'parent', 'train')	88	544
('1', 'parent', 'validation')	22	136
('10', 'parent', 'train')	48	584
('10', 'parent', 'validation')	12	146
('10a', 'child', 'train')	8	1324
('10a', 'child', 'validation')	2	331
('10a', 'child_prototypical', 'train')	97	1917
('10a', 'child_prototypical', 'validation')	26	521
('10b', 'child', 'train')	8	1325
('10b', 'child', 'validation')	2	331
('10b', 'child_prototypical', 'train')	90	1558
('10b', 'child_prototypical', 'validation')	27	469
('10c', 'child', 'train')	8	1327
('10c', 'child', 'validation')	2	331
('10c', 'child_prototypical', 'train')	85	1640
('10c', 'child_prototypical', 'validation')	20	390
('10d', 'child', 'train')	8	1328
('10d', 'child', 'validation')	2	331
('10d', 'child_prototypical', 'train')	77	1390
('10d', 'child_prototypical', 'validation')	22	376
('10e', 'child', 'train')	8	1329
('10e', 'child', 'validation')	2	332
('10e', 'child_prototypical', 'train')	67	884
('10e', 'child_prototypical', 'validation')	20	234
('10f', 'child', 'train')	8	1328
('10f', 'child', 'validation')	2	331
('10f', 'child_prototypical', 'train')	80	1460
('10f', 'child_prototypical', 'validation')	19	306
('1a', 'child', 'train')	8	1324
('1a', 'child', 'validation')	2	331
('1a', 'child_prototypical', 'train')	106	1854
('1a', 'child_prototypical', 'validation')	17	338
('1b', 'child', 'train')	8	1324
('1b', 'child', 'validation')	2	331
('1b', 'child_prototypical', 'train')	95	1712
('1b', 'child_prototypical', 'validation')	28	480
('1c', 'child', 'train')	8	1327
('1c', 'child', 'validation')	2	331
('1c', 'child_prototypical', 'train')	80	1528
('1c', 'child_prototypical', 'validation')	25	502
('1d', 'child', 'train')	8	1323
('1d', 'child', 'validation')	2	330
('1d', 'child_prototypical', 'train')	112	2082
('1d', 'child_prototypical', 'validation')	23	458
('1e', 'child', 'train')	8	1329
('1e', 'child', 'validation')	2	332
('1e', 'child_prototypical', 'train')	63	775
('1e', 'child_prototypical', 'validation')	24	256
('2', 'parent', 'train')	80	552
('2', 'parent', 'validation')	20	138
('2a', 'child', 'train')	8	1324
('2a', 'child', 'validation')	2	330
('2a', 'child_prototypical', 'train')	93	1885
('2a', 'child_prototypical', 'validation')	36	736
('2b', 'child', 'train')	8	1327
('2b', 'child', 'validation')	2	331
('2b', 'child_prototypical', 'train')	86	1326
('2b', 'child_prototypical', 'validation')	19	284
('2c', 'child', 'train')	8	1325
('2c', 'child', 'validation')	2	331
('2c', 'child_prototypical', 'train')	96	1773
('2c', 'child_prototypical', 'validation')	21	371
('2d', 'child', 'train')	8	1328
('2d', 'child', 'validation')	2	331
('2d', 'child_prototypical', 'train')	79	1329
('2d', 'child_prototypical', 'validation')	20	338
('2e', 'child', 'train')	8	1327
('2e', 'child', 'validation')	2	331
('2e', 'child_prototypical', 'train')	82	1462
('2e', 'child_prototypical', 'validation')	23	463
('2f', 'child', 'train')	8	1327
('2f', 'child', 'validation')	2	331
('2f', 'child_prototypical', 'train')	88	1869
('2f', 'child_prototypical', 'validation')	17	371
('2g', 'child', 'train')	8	1323
('2g', 'child', 'validation')	2	330
('2g', 'child_prototypical', 'train')	108	1925
('2g', 'child_prototypical', 'validation')	27	480
('2h', 'child', 'train')	8	1327
('2h', 'child', 'validation')	2	331
('2h', 'child_prototypical', 'train')	84	1540
('2h', 'child_prototypical', 'validation')	21	385
('2i', 'child', 'train')	8	1328
('2i', 'child', 'validation')	2	332
('2i', 'child_prototypical', 'train')	72	1335
('2i', 'child_prototypical', 'validation')	21	371
('2j', 'child', 'train')	8	1328
('2j', 'child', 'validation')	2	331
('2j', 'child_prototypical', 'train')	80	1595
('2j', 'child_prototypical', 'validation')	19	369
('3', 'parent', 'train')	64	568
('3', 'parent', 'validation')	16	142
('3a', 'child', 'train')	8	1327
('3a', 'child', 'validation')	2	331
('3a', 'child_prototypical', 'train')	87	1597
('3a', 'child_prototypical', 'validation')	18	328
('3b', 'child', 'train')	8	1327
('3b', 'child', 'validation')	2	331
('3b', 'child_prototypical', 'train')	87	1833
('3b', 'child_prototypical', 'validation')	18	407
('3c', 'child', 'train')	8	1326
('3c', 'child', 'validation')	2	331
('3c', 'child_prototypical', 'train')	93	1664
('3c', 'child_prototypical', 'validation')	18	315
('3d', 'child', 'train')	8	1324
('3d', 'child', 'validation')	2	331
('3d', 'child_prototypical', 'train')	101	1943
('3d', 'child_prototypical', 'validation')	22	372
('3e', 'child', 'train')	8	1332
('3e', 'child', 'validation')	2	332
('3e', 'child_prototypical', 'train')	49	900
('3e', 'child_prototypical', 'validation')	20	368
('3f', 'child', 'train')	8	1327
('3f', 'child', 'validation')	2	331
('3f', 'child_prototypical', 'train')	90	1983
('3f', 'child_prototypical', 'validation')	15	362
('3g', 'child', 'train')	8	1331
('3g', 'child', 'validation')	2	332
('3g', 'child_prototypical', 'train')	61	1089
('3g', 'child_prototypical', 'validation')	14	251
('3h', 'child', 'train')	8	1328
('3h', 'child', 'validation')	2	331
('3h', 'child_prototypical', 'train')	71	1399
('3h', 'child_prototypical', 'validation')	28	565
('4', 'parent', 'train')	64	568
('4', 'parent', 'validation')	16	142
('4a', 'child', 'train')	8	1327
('4a', 'child', 'validation')	2	331
('4a', 'child_prototypical', 'train')	85	1766
('4a', 'child_prototypical', 'validation')	20	474
('4b', 'child', 'train')	8	1330
('4b', 'child', 'validation')	2	332
('4b', 'child_prototypical', 'train')	66	949
('4b', 'child_prototypical', 'validation')	15	214
('4c', 'child', 'train')	8	1326
('4c', 'child', 'validation')	2	331
('4c', 'child_prototypical', 'train')	86	1755
('4c', 'child_prototypical', 'validation')	25	446
('4d', 'child', 'train')	8	1332
('4d', 'child', 'validation')	2	333
('4d', 'child_prototypical', 'train')	46	531
('4d', 'child_prototypical', 'validation')	17	218
('4e', 'child', 'train')	8	1326
('4e', 'child', 'validation')	2	331
('4e', 'child_prototypical', 'train')	92	2021
('4e', 'child_prototypical', 'validation')	19	402
('4f', 'child', 'train')	8	1328
('4f', 'child', 'validation')	2	332
('4f', 'child_prototypical', 'train')	72	1464
('4f', 'child_prototypical', 'validation')	21	428
('4g', 'child', 'train')	8	1324
('4g', 'child', 'validation')	2	330
('4g', 'child_prototypical', 'train')	106	2057
('4g', 'child_prototypical', 'validation')	23	435
('4h', 'child', 'train')	8	1326
('4h', 'child', 'validation')	2	331
('4h', 'child_prototypical', 'train')	85	1787
('4h', 'child_prototypical', 'validation')	26	525
('5', 'parent', 'train')	72	560
('5', 'parent', 'validation')	18	140
('5a', 'child', 'train')	8	1324
('5a', 'child', 'validation')	2	331
('5a', 'child_prototypical', 'train')	101	1876
('5a', 'child_prototypical', 'validation')	22	439
('5b', 'child', 'train')	8	1329
('5b', 'child', 'validation')	2	332
('5b', 'child_prototypical', 'train')	70	1310
('5b', 'child_prototypical', 'validation')	17	330
('5c', 'child', 'train')	8	1327
('5c', 'child', 'validation')	2	331
('5c', 'child_prototypical', 'train')	85	1552
('5c', 'child_prototypical', 'validation')	20	373
('5d', 'child', 'train')	8	1324
('5d', 'child', 'validation')	2	330
('5d', 'child_prototypical', 'train')	102	1783
('5d', 'child_prototypical', 'validation')	27	580
('5e', 'child', 'train')	8	1329
('5e', 'child', 'validation')	2	332
('5e', 'child_prototypical', 'train')	68	1283
('5e', 'child_prototypical', 'validation')	19	357
('5f', 'child', 'train')	8	1327
('5f', 'child', 'validation')	2	331
('5f', 'child_prototypical', 'train')	77	1568
('5f', 'child_prototypical', 'validation')	28	567
('5g', 'child', 'train')	8	1328
('5g', 'child', 'validation')	2	332
('5g', 'child_prototypical', 'train')	79	1626
('5g', 'child_prototypical', 'validation')	14	266
('5h', 'child', 'train')	8	1324
('5h', 'child', 'validation')	2	330
('5h', 'child_prototypical', 'train')	109	2348
('5h', 'child_prototypical', 'validation')	20	402
('5i', 'child', 'train')	8	1324
('5i', 'child', 'validation')	2	331
('5i', 'child_prototypical', 'train')	96	2010
('5i', 'child_prototypical', 'validation')	27	551
('6', 'parent', 'train')	64	568
('6', 'parent', 'validation')	16	142
('6a', 'child', 'train')	8	1324
('6a', 'child', 'validation')	2	330
('6a', 'child_prototypical', 'train')	102	1962
('6a', 'child_prototypical', 'validation')	27	530
('6b', 'child', 'train')	8	1327
('6b', 'child', 'validation')	2	331
('6b', 'child_prototypical', 'train')	90	1840
('6b', 'child_prototypical', 'validation')	15	295
('6c', 'child', 'train')	8	1325
('6c', 'child', 'validation')	2	331
('6c', 'child_prototypical', 'train')	90	1968
('6c', 'child_prototypical', 'validation')	27	527
('6d', 'child', 'train')	8	1328
('6d', 'child', 'validation')	2	331
('6d', 'child_prototypical', 'train')	82	1903
('6d', 'child_prototypical', 'validation')	17	358
('6e', 'child', 'train')	8	1327
('6e', 'child', 'validation')	2	331
('6e', 'child_prototypical', 'train')	85	1737
('6e', 'child_prototypical', 'validation')	20	398
('6f', 'child', 'train')	8	1326
('6f', 'child', 'validation')	2	331
('6f', 'child_prototypical', 'train')	87	1652
('6f', 'child_prototypical', 'validation')	24	438
('6g', 'child', 'train')	8	1326
('6g', 'child', 'validation')	2	331
('6g', 'child_prototypical', 'train')	94	1740
('6g', 'child_prototypical', 'validation')	17	239
('6h', 'child', 'train')	8	1324
('6h', 'child', 'validation')	2	330
('6h', 'child_prototypical', 'train')	115	2337
('6h', 'child_prototypical', 'validation')	14	284
('7', 'parent', 'train')	64	568
('7', 'parent', 'validation')	16	142
('7a', 'child', 'train')	8	1324
('7a', 'child', 'validation')	2	331
('7a', 'child_prototypical', 'train')	99	2045
('7a', 'child_prototypical', 'validation')	24	516
('7b', 'child', 'train')	8	1330
('7b', 'child', 'validation')	2	332
('7b', 'child_prototypical', 'train')	69	905
('7b', 'child_prototypical', 'validation')	12	177
('7c', 'child', 'train')	8	1327
('7c', 'child', 'validation')	2	331
('7c', 'child_prototypical', 'train')	85	1402
('7c', 'child_prototypical', 'validation')	20	313
('7d', 'child', 'train')	8	1324
('7d', 'child', 'validation')	2	331
('7d', 'child_prototypical', 'train')	98	2064
('7d', 'child_prototypical', 'validation')	25	497
('7e', 'child', 'train')	8	1328
('7e', 'child', 'validation')	2	331
('7e', 'child_prototypical', 'train')	78	1270
('7e', 'child_prototypical', 'validation')	21	298
('7f', 'child', 'train')	8	1326
('7f', 'child', 'validation')	2	331
('7f', 'child_prototypical', 'train')	89	1377
('7f', 'child_prototypical', 'validation')	22	380
('7g', 'child', 'train')	8	1328
('7g', 'child', 'validation')	2	332
('7g', 'child_prototypical', 'train')	72	885
('7g', 'child_prototypical', 'validation')	21	263
('7h', 'child', 'train')	8	1324
('7h', 'child', 'validation')	2	331
('7h', 'child_prototypical', 'train')	94	1479
('7h', 'child_prototypical', 'validation')	29	467
('8', 'parent', 'train')	64	568
('8', 'parent', 'validation')	16	142
('8a', 'child', 'train')	8	1324
('8a', 'child', 'validation')	2	331
('8a', 'child_prototypical', 'train')	93	1640
('8a', 'child_prototypical', 'validation')	30	552
('8b', 'child', 'train')	8	1330
('8b', 'child', 'validation')	2	332
('8b', 'child_prototypical', 'train')	61	1126
('8b', 'child_prototypical', 'validation')	20	361
('8c', 'child', 'train')	8	1326
('8c', 'child', 'validation')	2	331
('8c', 'child_prototypical', 'train')	96	1547
('8c', 'child_prototypical', 'validation')	15	210
('8d', 'child', 'train')	8	1325
('8d', 'child', 'validation')	2	331
('8d', 'child_prototypical', 'train')	92	1472
('8d', 'child_prototypical', 'validation')	25	438
('8e', 'child', 'train')	8	1327
('8e', 'child', 'validation')	2	331
('8e', 'child_prototypical', 'train')	87	1340
('8e', 'child_prototypical', 'validation')	18	270
('8f', 'child', 'train')	8	1326
('8f', 'child', 'validation')	2	331
('8f', 'child_prototypical', 'train')	83	1416
('8f', 'child_prototypical', 'validation')	28	452
('8g', 'child', 'train')	8	1330
('8g', 'child', 'validation')	2	332
('8g', 'child_prototypical', 'train')	62	640
('8g', 'child_prototypical', 'validation')	19	199
('8h', 'child', 'train')	8	1324
('8h', 'child', 'validation')	2	331
('8h', 'child_prototypical', 'train')	100	1816
('8h', 'child_prototypical', 'validation')	23	499
('9', 'parent', 'train')	72	560
('9', 'parent', 'validation')	18	140
('9a', 'child', 'train')	8	1324
('9a', 'child', 'validation')	2	331
('9a', 'child_prototypical', 'train')	96	1520
('9a', 'child_prototypical', 'validation')	27	426
('9b', 'child', 'train')	8	1326
('9b', 'child', 'validation')	2	331
('9b', 'child_prototypical', 'train')	93	1783
('9b', 'child_prototypical', 'validation')	18	307
('9c', 'child', 'train')	8	1330
('9c', 'child', 'validation')	2	332
('9c', 'child_prototypical', 'train')	59	433
('9c', 'child_prototypical', 'validation')	22	163
('9d', 'child', 'train')	8	1328
('9d', 'child', 'validation')	2	332
('9d', 'child_prototypical', 'train')	78	1683
('9d', 'child_prototypical', 'validation')	15	302
('9e', 'child', 'train')	8	1329
('9e', 'child', 'validation')	2	332
('9e', 'child_prototypical', 'train')	66	1426
('9e', 'child_prototypical', 'validation')	21	475
('9f', 'child', 'train')	8	1328
('9f', 'child', 'validation')	2	331
('9f', 'child_prototypical', 'train')	79	1436
('9f', 'child_prototypical', 'validation')	20	330
('9g', 'child', 'train')	8	1324
('9g', 'child', 'validation')	2	331
('9g', 'child_prototypical', 'train')	100	1685
('9g', 'child_prototypical', 'validation')	23	384
('9h', 'child', 'train')	8	1325
('9h', 'child', 'validation')	2	331
('9h', 'child_prototypical', 'train')	95	1799
('9h', 'child_prototypical', 'validation')	22	462
('9i', 'child', 'train')	8	1328
('9i', 'child', 'validation')	2	332
('9i', 'child_prototypical', 'train')	79	1361
('9i', 'child_prototypical', 'validation')	14	252

Citation Information

@inproceedings{jurgens-etal-2012-semeval,
    title = "{S}em{E}val-2012 Task 2: Measuring Degrees of Relational Similarity",
    author = "Jurgens, David  and
      Mohammad, Saif  and
      Turney, Peter  and
      Holyoak, Keith",
    booktitle = "*{SEM} 2012: The First Joint Conference on Lexical and Computational Semantics {--} Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation ({S}em{E}val 2012)",
    month = "7-8 " # jun,
    year = "2012",
    address = "Montr{\'e}al, Canada",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/S12-1047",
    pages = "356--364",
}